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The next step in deep learning-guided clinical trials.

作者信息

Krittanawong Chayakrit

机构信息

Section of Cardiology, Baylor College of Medicine, Houston, TX, USA.

出版信息

Nat Cardiovasc Res. 2022 Apr;1(4):286-288. doi: 10.1038/s44161-022-00044-6.

DOI:10.1038/s44161-022-00044-6

PMID:39196129

Abstract

摘要

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本文引用的文献

2020 AHA/ACC Guideline for the Diagnosis and Treatment of Patients With Hypertrophic Cardiomyopathy: Executive Summary: A Report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines.

Circulation. 2020 Dec 22;142(25):e533-e557. doi: 10.1161/CIR.0000000000000938. Epub 2020 Nov 20.

Initial Invasive or Conservative Strategy for Stable Coronary Disease.

N Engl J Med. 2020 Apr 9;382(15):1395-1407. doi: 10.1056/NEJMoa1915922. Epub 2020 Mar 30.

Deep learning for cardiovascular medicine: a practical primer.

Eur Heart J. 2019 Jul 1;40(25):2058-2073. doi: 10.1093/eurheartj/ehz056.

Diagnosis and Prognosis in Sudden Cardiac Arrest Survivors Without Coronary Artery Disease: Utility of a Clinical Approach Using Cardiac Magnetic Resonance Imaging.

Circ Cardiovasc Imaging. 2017 Dec;10(12):e006709. doi: 10.1161/CIRCIMAGING.117.006709.

2017 AHA/ACC/HRS guideline for management of patients with ventricular arrhythmias and the prevention of sudden cardiac death: Executive summary: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines and the Heart Rhythm Society.

Heart Rhythm. 2018 Oct;15(10):e190-e252. doi: 10.1016/j.hrthm.2017.10.035. Epub 2017 Oct 30.

Late Gadolinium Enhancement and the Risk for Ventricular Arrhythmias or Sudden Death in Dilated Cardiomyopathy: Systematic Review and Meta-Analysis.

JACC Heart Fail. 2017 Jan;5(1):28-38. doi: 10.1016/j.jchf.2016.09.017. Epub 2016 Dec 21.

2016 ACC/AHA/HFSA Focused Update on New Pharmacological Therapy for Heart Failure: An Update of the 2013 ACCF/AHA Guideline for the Management of Heart Failure: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines and the Heart Failure Society of America.

Circulation. 2016 Sep 27;134(13):e282-93. doi: 10.1161/CIR.0000000000000435. Epub 2016 May 20.

Cardiovascular magnetic resonance artefacts.

J Cardiovasc Magn Reson. 2013 May 22;15(1):41. doi: 10.1186/1532-429X-15-41.

Estimating the receiver operating characteristic curve in studies that match controls to cases on covariates.

Acad Radiol. 2013 Jul;20(7):863-73. doi: 10.1016/j.acra.2013.03.004. Epub 2013 Apr 17.

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The next step in deep learning-guided clinical trials.

作者信息

Krittanawong Chayakrit

机构信息

Section of Cardiology, Baylor College of Medicine, Houston, TX, USA.

出版信息

Nat Cardiovasc Res. 2022 Apr;1(4):286-288. doi: 10.1038/s44161-022-00044-6.

DOI:10.1038/s44161-022-00044-6

PMID:39196129

Abstract

摘要

相似文献

The next step in deep learning-guided clinical trials.

Nat Cardiovasc Res. 2022 Apr;1(4):286-288. doi: 10.1038/s44161-022-00044-6.

Automated Generation of Personalized Shock Wave Lithotripsy Protocols: Treatment Planning Using Deep Learning.

JMIR Med Inform. 2021 May 11;9(5):e24721. doi: 10.2196/24721.

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AJNR Am J Neuroradiol. 2020 Oct;41(10):1841-1848. doi: 10.3174/ajnr.A6758. Epub 2020 Sep 3.

A Semi-Automatic Step-by-Step Expert-Guided LI-RADS Grading System Based on Gadoxetic Acid-Enhanced MRI.

J Hepatocell Carcinoma. 2021 Jun 29;8:671-683. doi: 10.2147/JHC.S316385. eCollection 2021.

Fully automating LI-RADS on MRI with deep learning-guided lesion segmentation, feature characterization, and score inference.

Front Oncol. 2023 May 18;13:1153241. doi: 10.3389/fonc.2023.1153241. eCollection 2023.

Deep Learning-Based Approaches for Decoding Motor Intent From Peripheral Nerve Signals.

Front Neurosci. 2021 Jun 23;15:667907. doi: 10.3389/fnins.2021.667907. eCollection 2021.

A deep learning framework for prostate localization in cone beam CT-guided radiotherapy.

Med Phys. 2020 Sep;47(9):4233-4240. doi: 10.1002/mp.14355. Epub 2020 Jul 27.

Deep learning attention-guided radiomics for COVID-19 chest radiograph classification.

Quant Imaging Med Surg. 2023 Feb 1;13(2):572-584. doi: 10.21037/qims-22-531. Epub 2022 Nov 21.

Accelerating multi-echo chemical shift encoded water-fat MRI using model-guided deep learning.

Magn Reson Med. 2022 Oct;88(4):1851-1866. doi: 10.1002/mrm.29307. Epub 2022 Jun 1.

A scoping review on deep learning for next-generation RNA-Seq. data analysis.

Funct Integr Genomics. 2023 Apr 21;23(2):134. doi: 10.1007/s10142-023-01064-6.

引用本文的文献

From sequence to function through structure: Deep learning for protein design.

Comput Struct Biotechnol J. 2022 Nov 19;21:238-250. doi: 10.1016/j.csbj.2022.11.014. eCollection 2023.

本文引用的文献

Circulation. 2020 Dec 22;142(25):e533-e557. doi: 10.1161/CIR.0000000000000938. Epub 2020 Nov 20.

Initial Invasive or Conservative Strategy for Stable Coronary Disease.

N Engl J Med. 2020 Apr 9;382(15):1395-1407. doi: 10.1056/NEJMoa1915922. Epub 2020 Mar 30.

Deep learning for cardiovascular medicine: a practical primer.

Eur Heart J. 2019 Jul 1;40(25):2058-2073. doi: 10.1093/eurheartj/ehz056.

Diagnosis and Prognosis in Sudden Cardiac Arrest Survivors Without Coronary Artery Disease: Utility of a Clinical Approach Using Cardiac Magnetic Resonance Imaging.

Circ Cardiovasc Imaging. 2017 Dec;10(12):e006709. doi: 10.1161/CIRCIMAGING.117.006709.

Heart Rhythm. 2018 Oct;15(10):e190-e252. doi: 10.1016/j.hrthm.2017.10.035. Epub 2017 Oct 30.

Late Gadolinium Enhancement and the Risk for Ventricular Arrhythmias or Sudden Death in Dilated Cardiomyopathy: Systematic Review and Meta-Analysis.

JACC Heart Fail. 2017 Jan;5(1):28-38. doi: 10.1016/j.jchf.2016.09.017. Epub 2016 Dec 21.

Circulation. 2016 Sep 27;134(13):e282-93. doi: 10.1161/CIR.0000000000000435. Epub 2016 May 20.

Cardiovascular magnetic resonance artefacts.

J Cardiovasc Magn Reson. 2013 May 22;15(1):41. doi: 10.1186/1532-429X-15-41.

Estimating the receiver operating characteristic curve in studies that match controls to cases on covariates.

Acad Radiol. 2013 Jul;20(7):863-73. doi: 10.1016/j.acra.2013.03.004. Epub 2013 Apr 17.